{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 挑战 27：世界温室气体排放与气温变化关联分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 数据清洁"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df_data = pd.read_excel(\"ClimateChange.xlsx\", sheet_name='Data')\n",
    "df_gt = pd.read_excel(\"GlobalTemperature.xlsx\", header=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "### 温室气体数据清洁"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_ghg = pd.DataFrame(df_data).loc[df_data['Series code'].isin(\n",
    "    ['EN.ATM.CO2E.KT', 'EN.ATM.METH.KT.CE', 'EN.ATM.NOXE.KT.CE', 'EN.ATM.GHGO.KT.CE', 'EN.CLC.GHGR.MT.CE'])]\n",
    "\n",
    "df_ghg_nan = df_ghg.replace({'..': pd.np.NaN})\n",
    "df_ghg_fill = df_ghg_nan.iloc[:, 6:].fillna(method='ffill', axis=1).fillna(method='bfill', axis=1)\n",
    "df_ghg_fill.loc['Total'] = df_ghg_fill[df_ghg_fill.columns.values].sum()\n",
    "\n",
    "df_ghg_clean = df_ghg_fill.loc['Total'].T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "### 全球气温数据清洁"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "time_index = pd.to_datetime(df_gt['Date'])\n",
    "\n",
    "df_gt_reindex = pd.DataFrame(df_gt.iloc[:, [1, 4]].values, \n",
    "    index=time_index, \n",
    "    columns=[['Land Average Temperature', 'Land And Ocean Average Temperature']]\n",
    "    )\n",
    "\n",
    "df_gt_resample_A = df_gt_reindex.resample('A').mean()\n",
    "df_gt_resample_Q = df_gt_reindex.resample('Q').mean()\n",
    "\n",
    "df_gt_clean = df_gt_resample_A.loc['1990-12-31':'2010-12-31']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "### 合并 DataFrame 并整理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# df_merge_temp = pd.concat([df_gt_clean.reset_index(), df_ghg_clean.loc['1990':'2010'].reset_index()], axis=1)\n",
    "\n",
    "df_merge_temp = pd.concat([df_gt_clean.reset_index(), \n",
    "                           df_ghg_clean.loc[[i for i in range(1990, 2011)]].reset_index()], axis=1)\n",
    "\n",
    "\n",
    "df_merge = pd.DataFrame(df_merge_temp.iloc[:, [1, 2, 4]].values, \n",
    "    index=df_merge_temp['index'], \n",
    "    columns=['Land Average Temperature', 'Land And Ocean Average Temperature', 'Total GHG']\n",
    "    )\n",
    "\n",
    "df_merge_max_min = (df_merge - df_merge.min()) / (df_merge.max() - df_merge.min())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 数据绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Values')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import ticker\n",
    "%matplotlib inline\n",
    "\n",
    "# 定义子图\n",
    "fig, axes = plt.subplots(nrows=2, ncols=2)\n",
    "\n",
    "# 子图 1\n",
    "ax1 = df_merge_max_min.plot(\n",
    "    kind='line',\n",
    "    figsize=(16, 9),\n",
    "    ax=axes[0, 0],\n",
    ")\n",
    "ax1.set_xlabel('Years')\n",
    "ax1.set_ylabel('Values')\n",
    "ax1.xaxis.set_major_formatter(ticker.FormatStrFormatter(\"%d\"))\n",
    "\n",
    "# 子图 2\n",
    "ax2 = df_merge_max_min.plot(\n",
    "    kind='bar',\n",
    "    figsize=(16, 9),\n",
    "    ax=axes[0, 1],\n",
    ")\n",
    "ax2.set_xlabel('Years')\n",
    "ax2.set_ylabel('Values')\n",
    "\n",
    "# 子图 3\n",
    "ax3 = df_gt_resample_Q.plot(\n",
    "    kind='area',\n",
    "    figsize=(16, 9),\n",
    "    ax=axes[1, 0],\n",
    ")\n",
    "ax3.set_xlabel('Quarters')\n",
    "ax3.set_ylabel('Temperature')\n",
    "\n",
    "# 子图 4\n",
    "ax4 = df_gt_resample_Q.plot(\n",
    "    kind='kde',\n",
    "    figsize=(16, 9),\n",
    "    ax=axes[1, 1],\n",
    ")\n",
    "ax4.set_xlabel('Values')\n",
    "ax4.set_ylabel('Values')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
